{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "import tensorflow as tf\n",
    "import keras\n",
    "from keras.models import Sequential, Model\n",
    "from keras.layers import Conv2D, ZeroPadding2D, Activation, Input, concatenate\n",
    "from keras.layers.core import Dense, Activation, Lambda, Flatten\n",
    "from keras.layers.normalization import BatchNormalization\n",
    "from keras import backend as K\n",
    "from keras.layers.pooling import MaxPooling2D, AveragePooling2D\n",
    "from keras.layers.merge import Concatenate\n",
    "from keras.models import load_model\n",
    "from keras.models import model_from_json\n",
    "from keras.preprocessing.image import load_img, save_img, img_to_array\n",
    "from keras.preprocessing import image\n",
    "from keras.applications.imagenet_utils import preprocess_input\n",
    "\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tensorflow:  1.9.0\n",
      "Keras:  2.2.0\n"
     ]
    }
   ],
   "source": [
    "print(\"Tensorflow: \",tf.__version__)\n",
    "print(\"Keras: \",keras.__version__)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Read model structure from json file\n",
    "\n",
    "If you run same TF and Keras version, then you can load the model structure with the following json file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#load structure from https://github.com/serengil/tensorflow-101/blob/master/model/openface_structure.json\n",
    "#model = model_from_json(open(\"openface-samples/openface_structure.json\", \"r\").read(), custom_objects={'tf': tf}) \n",
    "\n",
    "#load model weights from https://drive.google.com/file/d/1LSe1YCV1x-BfNnfb7DFZTNpv_Q9jITxn/view\n",
    "#model.load_weights(\"openface-samples/openface_weights.h5\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Construct model structure by hand\n",
    "\n",
    "Different Keras versions might cause model loading troubles from json (E.g. bad marshall data, unknown opcode)\n",
    "\n",
    "In this case, you can construct the model by hand"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "myInput = Input(shape=(96, 96, 3))\n",
    "\n",
    "x = ZeroPadding2D(padding=(3, 3), input_shape=(96, 96, 3))(myInput)\n",
    "x = Conv2D(64, (7, 7), strides=(2, 2), name='conv1')(x)\n",
    "x = BatchNormalization(axis=3, epsilon=0.00001, name='bn1')(x)\n",
    "x = Activation('relu')(x)\n",
    "x = ZeroPadding2D(padding=(1, 1))(x)\n",
    "x = MaxPooling2D(pool_size=3, strides=2)(x)\n",
    "x = Lambda(lambda x: tf.nn.lrn(x, alpha=1e-4, beta=0.75), name='lrn_1')(x)\n",
    "x = Conv2D(64, (1, 1), name='conv2')(x)\n",
    "x = BatchNormalization(axis=3, epsilon=0.00001, name='bn2')(x)\n",
    "x = Activation('relu')(x)\n",
    "x = ZeroPadding2D(padding=(1, 1))(x)\n",
    "x = Conv2D(192, (3, 3), name='conv3')(x)\n",
    "x = BatchNormalization(axis=3, epsilon=0.00001, name='bn3')(x)\n",
    "x = Activation('relu')(x)\n",
    "Lambda(lambda x: tf.nn.lrn(x, alpha=1e-4, beta=0.75), name='lrn_2')(x)\n",
    "x = ZeroPadding2D(padding=(1, 1))(x)\n",
    "x = MaxPooling2D(pool_size=3, strides=2)(x)\n",
    "\n",
    "# Inception3a\n",
    "inception_3a_3x3 = Conv2D(96, (1, 1), name='inception_3a_3x3_conv1')(x)\n",
    "inception_3a_3x3 = BatchNormalization(axis=3, epsilon=0.00001, name='inception_3a_3x3_bn1')(inception_3a_3x3)\n",
    "inception_3a_3x3 = Activation('relu')(inception_3a_3x3)\n",
    "inception_3a_3x3 = ZeroPadding2D(padding=(1, 1))(inception_3a_3x3)\n",
    "inception_3a_3x3 = Conv2D(128, (3, 3), name='inception_3a_3x3_conv2')(inception_3a_3x3)\n",
    "inception_3a_3x3 = BatchNormalization(axis=3, epsilon=0.00001, name='inception_3a_3x3_bn2')(inception_3a_3x3)\n",
    "inception_3a_3x3 = Activation('relu')(inception_3a_3x3)\n",
    "\n",
    "inception_3a_5x5 = Conv2D(16, (1, 1), name='inception_3a_5x5_conv1')(x)\n",
    "inception_3a_5x5 = BatchNormalization(axis=3, epsilon=0.00001, name='inception_3a_5x5_bn1')(inception_3a_5x5)\n",
    "inception_3a_5x5 = Activation('relu')(inception_3a_5x5)\n",
    "inception_3a_5x5 = ZeroPadding2D(padding=(2, 2))(inception_3a_5x5)\n",
    "inception_3a_5x5 = Conv2D(32, (5, 5), name='inception_3a_5x5_conv2')(inception_3a_5x5)\n",
    "inception_3a_5x5 = BatchNormalization(axis=3, epsilon=0.00001, name='inception_3a_5x5_bn2')(inception_3a_5x5)\n",
    "inception_3a_5x5 = Activation('relu')(inception_3a_5x5)\n",
    "\n",
    "inception_3a_pool = MaxPooling2D(pool_size=3, strides=2)(x)\n",
    "inception_3a_pool = Conv2D(32, (1, 1), name='inception_3a_pool_conv')(inception_3a_pool)\n",
    "inception_3a_pool = BatchNormalization(axis=3, epsilon=0.00001, name='inception_3a_pool_bn')(inception_3a_pool)\n",
    "inception_3a_pool = Activation('relu')(inception_3a_pool)\n",
    "inception_3a_pool = ZeroPadding2D(padding=((3, 4), (3, 4)))(inception_3a_pool)\n",
    "\n",
    "inception_3a_1x1 = Conv2D(64, (1, 1), name='inception_3a_1x1_conv')(x)\n",
    "inception_3a_1x1 = BatchNormalization(axis=3, epsilon=0.00001, name='inception_3a_1x1_bn')(inception_3a_1x1)\n",
    "inception_3a_1x1 = Activation('relu')(inception_3a_1x1)\n",
    "\n",
    "inception_3a = concatenate([inception_3a_3x3, inception_3a_5x5, inception_3a_pool, inception_3a_1x1], axis=3)\n",
    "\n",
    "# Inception3b\n",
    "inception_3b_3x3 = Conv2D(96, (1, 1), name='inception_3b_3x3_conv1')(inception_3a)\n",
    "inception_3b_3x3 = BatchNormalization(axis=3, epsilon=0.00001, name='inception_3b_3x3_bn1')(inception_3b_3x3)\n",
    "inception_3b_3x3 = Activation('relu')(inception_3b_3x3)\n",
    "inception_3b_3x3 = ZeroPadding2D(padding=(1, 1))(inception_3b_3x3)\n",
    "inception_3b_3x3 = Conv2D(128, (3, 3), name='inception_3b_3x3_conv2')(inception_3b_3x3)\n",
    "inception_3b_3x3 = BatchNormalization(axis=3, epsilon=0.00001, name='inception_3b_3x3_bn2')(inception_3b_3x3)\n",
    "inception_3b_3x3 = Activation('relu')(inception_3b_3x3)\n",
    "\n",
    "inception_3b_5x5 = Conv2D(32, (1, 1), name='inception_3b_5x5_conv1')(inception_3a)\n",
    "inception_3b_5x5 = BatchNormalization(axis=3, epsilon=0.00001, name='inception_3b_5x5_bn1')(inception_3b_5x5)\n",
    "inception_3b_5x5 = Activation('relu')(inception_3b_5x5)\n",
    "inception_3b_5x5 = ZeroPadding2D(padding=(2, 2))(inception_3b_5x5)\n",
    "inception_3b_5x5 = Conv2D(64, (5, 5), name='inception_3b_5x5_conv2')(inception_3b_5x5)\n",
    "inception_3b_5x5 = BatchNormalization(axis=3, epsilon=0.00001, name='inception_3b_5x5_bn2')(inception_3b_5x5)\n",
    "inception_3b_5x5 = Activation('relu')(inception_3b_5x5)\n",
    "\n",
    "inception_3b_pool = Lambda(lambda x: x**2, name='power2_3b')(inception_3a)\n",
    "inception_3b_pool = AveragePooling2D(pool_size=(3, 3), strides=(3, 3))(inception_3b_pool)\n",
    "inception_3b_pool = Lambda(lambda x: x*9, name='mult9_3b')(inception_3b_pool)\n",
    "inception_3b_pool = Lambda(lambda x: K.sqrt(x), name='sqrt_3b')(inception_3b_pool)\n",
    "inception_3b_pool = Conv2D(64, (1, 1), name='inception_3b_pool_conv')(inception_3b_pool)\n",
    "inception_3b_pool = BatchNormalization(axis=3, epsilon=0.00001, name='inception_3b_pool_bn')(inception_3b_pool)\n",
    "inception_3b_pool = Activation('relu')(inception_3b_pool)\n",
    "inception_3b_pool = ZeroPadding2D(padding=(4, 4))(inception_3b_pool)\n",
    "\n",
    "inception_3b_1x1 = Conv2D(64, (1, 1), name='inception_3b_1x1_conv')(inception_3a)\n",
    "inception_3b_1x1 = BatchNormalization(axis=3, epsilon=0.00001, name='inception_3b_1x1_bn')(inception_3b_1x1)\n",
    "inception_3b_1x1 = Activation('relu')(inception_3b_1x1)\n",
    "\n",
    "inception_3b = concatenate([inception_3b_3x3, inception_3b_5x5, inception_3b_pool, inception_3b_1x1], axis=3)\n",
    "\n",
    "# Inception3c\n",
    "inception_3c_3x3 = Conv2D(128, (1, 1), strides=(1, 1), name='inception_3c_3x3_conv1')(inception_3b)\n",
    "inception_3c_3x3 = BatchNormalization(axis=3, epsilon=0.00001, name='inception_3c_3x3_bn1')(inception_3c_3x3)\n",
    "inception_3c_3x3 = Activation('relu')(inception_3c_3x3)\n",
    "inception_3c_3x3 = ZeroPadding2D(padding=(1, 1))(inception_3c_3x3)\n",
    "inception_3c_3x3 = Conv2D(256, (3, 3), strides=(2, 2), name='inception_3c_3x3_conv'+'2')(inception_3c_3x3)\n",
    "inception_3c_3x3 = BatchNormalization(axis=3, epsilon=0.00001, name='inception_3c_3x3_bn'+'2')(inception_3c_3x3)\n",
    "inception_3c_3x3 = Activation('relu')(inception_3c_3x3)\n",
    "\n",
    "inception_3c_5x5 = Conv2D(32, (1, 1), strides=(1, 1), name='inception_3c_5x5_conv1')(inception_3b)\n",
    "inception_3c_5x5 = BatchNormalization(axis=3, epsilon=0.00001, name='inception_3c_5x5_bn1')(inception_3c_5x5)\n",
    "inception_3c_5x5 = Activation('relu')(inception_3c_5x5)\n",
    "inception_3c_5x5 = ZeroPadding2D(padding=(2, 2))(inception_3c_5x5)\n",
    "inception_3c_5x5 = Conv2D(64, (5, 5), strides=(2, 2), name='inception_3c_5x5_conv'+'2')(inception_3c_5x5)\n",
    "inception_3c_5x5 = BatchNormalization(axis=3, epsilon=0.00001, name='inception_3c_5x5_bn'+'2')(inception_3c_5x5)\n",
    "inception_3c_5x5 = Activation('relu')(inception_3c_5x5)\n",
    "\n",
    "inception_3c_pool = MaxPooling2D(pool_size=3, strides=2)(inception_3b)\n",
    "inception_3c_pool = ZeroPadding2D(padding=((0, 1), (0, 1)))(inception_3c_pool)\n",
    "\n",
    "inception_3c = concatenate([inception_3c_3x3, inception_3c_5x5, inception_3c_pool], axis=3)\n",
    "\n",
    "#inception 4a\n",
    "inception_4a_3x3 = Conv2D(96, (1, 1), strides=(1, 1), name='inception_4a_3x3_conv'+'1')(inception_3c)\n",
    "inception_4a_3x3 = BatchNormalization(axis=3, epsilon=0.00001, name='inception_4a_3x3_bn'+'1')(inception_4a_3x3)\n",
    "inception_4a_3x3 = Activation('relu')(inception_4a_3x3)\n",
    "inception_4a_3x3 = ZeroPadding2D(padding=(1, 1))(inception_4a_3x3)\n",
    "inception_4a_3x3 = Conv2D(192, (3, 3), strides=(1, 1), name='inception_4a_3x3_conv'+'2')(inception_4a_3x3)\n",
    "inception_4a_3x3 = BatchNormalization(axis=3, epsilon=0.00001, name='inception_4a_3x3_bn'+'2')(inception_4a_3x3)\n",
    "inception_4a_3x3 = Activation('relu')(inception_4a_3x3)\n",
    "\n",
    "inception_4a_5x5 = Conv2D(32, (1,1), strides=(1,1), name='inception_4a_5x5_conv1')(inception_3c)\n",
    "inception_4a_5x5 = BatchNormalization(axis=3, epsilon=0.00001, name='inception_4a_5x5_bn1')(inception_4a_5x5)\n",
    "inception_4a_5x5 = Activation('relu')(inception_4a_5x5)\n",
    "inception_4a_5x5 = ZeroPadding2D(padding=(2,2))(inception_4a_5x5)\n",
    "inception_4a_5x5 = Conv2D(64, (5,5), strides=(1,1), name='inception_4a_5x5_conv'+'2')(inception_4a_5x5)\n",
    "inception_4a_5x5 = BatchNormalization(axis=3, epsilon=0.00001, name='inception_4a_5x5_bn'+'2')(inception_4a_5x5)\n",
    "inception_4a_5x5 = Activation('relu')(inception_4a_5x5)\n",
    "\n",
    "inception_4a_pool = Lambda(lambda x: x**2, name='power2_4a')(inception_3c)\n",
    "inception_4a_pool = AveragePooling2D(pool_size=(3, 3), strides=(3, 3))(inception_4a_pool)\n",
    "inception_4a_pool = Lambda(lambda x: x*9, name='mult9_4a')(inception_4a_pool)\n",
    "inception_4a_pool = Lambda(lambda x: K.sqrt(x), name='sqrt_4a')(inception_4a_pool)\n",
    "\n",
    "inception_4a_pool = Conv2D(128, (1,1), strides=(1,1), name='inception_4a_pool_conv'+'')(inception_4a_pool)\n",
    "inception_4a_pool = BatchNormalization(axis=3, epsilon=0.00001, name='inception_4a_pool_bn'+'')(inception_4a_pool)\n",
    "inception_4a_pool = Activation('relu')(inception_4a_pool)\n",
    "inception_4a_pool = ZeroPadding2D(padding=(2, 2))(inception_4a_pool)\n",
    "\n",
    "inception_4a_1x1 = Conv2D(256, (1, 1), strides=(1, 1), name='inception_4a_1x1_conv'+'')(inception_3c)\n",
    "inception_4a_1x1 = BatchNormalization(axis=3, epsilon=0.00001, name='inception_4a_1x1_bn'+'')(inception_4a_1x1)\n",
    "inception_4a_1x1 = Activation('relu')(inception_4a_1x1)\n",
    "\n",
    "inception_4a = concatenate([inception_4a_3x3, inception_4a_5x5, inception_4a_pool, inception_4a_1x1], axis=3)\n",
    "\n",
    "#inception4e\n",
    "inception_4e_3x3 = Conv2D(160, (1,1), strides=(1,1), name='inception_4e_3x3_conv'+'1')(inception_4a)\n",
    "inception_4e_3x3 = BatchNormalization(axis=3, epsilon=0.00001, name='inception_4e_3x3_bn'+'1')(inception_4e_3x3)\n",
    "inception_4e_3x3 = Activation('relu')(inception_4e_3x3)\n",
    "inception_4e_3x3 = ZeroPadding2D(padding=(1, 1))(inception_4e_3x3)\n",
    "inception_4e_3x3 = Conv2D(256, (3,3), strides=(2,2), name='inception_4e_3x3_conv'+'2')(inception_4e_3x3)\n",
    "inception_4e_3x3 = BatchNormalization(axis=3, epsilon=0.00001, name='inception_4e_3x3_bn'+'2')(inception_4e_3x3)\n",
    "inception_4e_3x3 = Activation('relu')(inception_4e_3x3)\n",
    "\n",
    "inception_4e_5x5 = Conv2D(64, (1,1), strides=(1,1), name='inception_4e_5x5_conv'+'1')(inception_4a)\n",
    "inception_4e_5x5 = BatchNormalization(axis=3, epsilon=0.00001, name='inception_4e_5x5_bn'+'1')(inception_4e_5x5)\n",
    "inception_4e_5x5 = Activation('relu')(inception_4e_5x5)\n",
    "inception_4e_5x5 = ZeroPadding2D(padding=(2, 2))(inception_4e_5x5)\n",
    "inception_4e_5x5 = Conv2D(128, (5,5), strides=(2,2), name='inception_4e_5x5_conv'+'2')(inception_4e_5x5)\n",
    "inception_4e_5x5 = BatchNormalization(axis=3, epsilon=0.00001, name='inception_4e_5x5_bn'+'2')(inception_4e_5x5)\n",
    "inception_4e_5x5 = Activation('relu')(inception_4e_5x5)\n",
    "\n",
    "inception_4e_pool = MaxPooling2D(pool_size=3, strides=2)(inception_4a)\n",
    "inception_4e_pool = ZeroPadding2D(padding=((0, 1), (0, 1)))(inception_4e_pool)\n",
    "\n",
    "inception_4e = concatenate([inception_4e_3x3, inception_4e_5x5, inception_4e_pool], axis=3)\n",
    "\n",
    "#inception5a\n",
    "inception_5a_3x3 = Conv2D(96, (1,1), strides=(1,1), name='inception_5a_3x3_conv'+'1')(inception_4e)\n",
    "inception_5a_3x3 = BatchNormalization(axis=3, epsilon=0.00001, name='inception_5a_3x3_bn'+'1')(inception_5a_3x3)\n",
    "inception_5a_3x3 = Activation('relu')(inception_5a_3x3)\n",
    "inception_5a_3x3 = ZeroPadding2D(padding=(1, 1))(inception_5a_3x3)\n",
    "inception_5a_3x3 = Conv2D(384, (3,3), strides=(1,1), name='inception_5a_3x3_conv'+'2')(inception_5a_3x3)\n",
    "inception_5a_3x3 = BatchNormalization(axis=3, epsilon=0.00001, name='inception_5a_3x3_bn'+'2')(inception_5a_3x3)\n",
    "inception_5a_3x3 = Activation('relu')(inception_5a_3x3)\n",
    "\n",
    "inception_5a_pool = Lambda(lambda x: x**2, name='power2_5a')(inception_4e)\n",
    "inception_5a_pool = AveragePooling2D(pool_size=(3, 3), strides=(3, 3))(inception_5a_pool)\n",
    "inception_5a_pool = Lambda(lambda x: x*9, name='mult9_5a')(inception_5a_pool)\n",
    "inception_5a_pool = Lambda(lambda x: K.sqrt(x), name='sqrt_5a')(inception_5a_pool)\n",
    "\n",
    "inception_5a_pool = Conv2D(96, (1,1), strides=(1,1), name='inception_5a_pool_conv'+'')(inception_5a_pool)\n",
    "inception_5a_pool = BatchNormalization(axis=3, epsilon=0.00001, name='inception_5a_pool_bn'+'')(inception_5a_pool)\n",
    "inception_5a_pool = Activation('relu')(inception_5a_pool)\n",
    "inception_5a_pool = ZeroPadding2D(padding=(1,1))(inception_5a_pool)\n",
    "\n",
    "inception_5a_1x1 = Conv2D(256, (1,1), strides=(1,1), name='inception_5a_1x1_conv'+'')(inception_4e)\n",
    "inception_5a_1x1 = BatchNormalization(axis=3, epsilon=0.00001, name='inception_5a_1x1_bn'+'')(inception_5a_1x1)\n",
    "inception_5a_1x1 = Activation('relu')(inception_5a_1x1)\n",
    "\n",
    "inception_5a = concatenate([inception_5a_3x3, inception_5a_pool, inception_5a_1x1], axis=3)\n",
    "\n",
    "#inception_5b\n",
    "inception_5b_3x3 = Conv2D(96, (1,1), strides=(1,1), name='inception_5b_3x3_conv'+'1')(inception_5a)\n",
    "inception_5b_3x3 = BatchNormalization(axis=3, epsilon=0.00001, name='inception_5b_3x3_bn'+'1')(inception_5b_3x3)\n",
    "inception_5b_3x3 = Activation('relu')(inception_5b_3x3)\n",
    "inception_5b_3x3 = ZeroPadding2D(padding=(1,1))(inception_5b_3x3)\n",
    "inception_5b_3x3 = Conv2D(384, (3,3), strides=(1,1), name='inception_5b_3x3_conv'+'2')(inception_5b_3x3)\n",
    "inception_5b_3x3 = BatchNormalization(axis=3, epsilon=0.00001, name='inception_5b_3x3_bn'+'2')(inception_5b_3x3)\n",
    "inception_5b_3x3 = Activation('relu')(inception_5b_3x3)\n",
    "\n",
    "inception_5b_pool = MaxPooling2D(pool_size=3, strides=2)(inception_5a)\n",
    "\n",
    "inception_5b_pool = Conv2D(96, (1,1), strides=(1,1), name='inception_5b_pool_conv'+'')(inception_5b_pool)\n",
    "inception_5b_pool = BatchNormalization(axis=3, epsilon=0.00001, name='inception_5b_pool_bn'+'')(inception_5b_pool)\n",
    "inception_5b_pool = Activation('relu')(inception_5b_pool)\n",
    "\n",
    "inception_5b_pool = ZeroPadding2D(padding=(1, 1))(inception_5b_pool)\n",
    "\n",
    "inception_5b_1x1 = Conv2D(256, (1,1), strides=(1,1), name='inception_5b_1x1_conv'+'')(inception_5a)\n",
    "inception_5b_1x1 = BatchNormalization(axis=3, epsilon=0.00001, name='inception_5b_1x1_bn'+'')(inception_5b_1x1)\n",
    "inception_5b_1x1 = Activation('relu')(inception_5b_1x1)\n",
    "\n",
    "inception_5b = concatenate([inception_5b_3x3, inception_5b_pool, inception_5b_1x1], axis=3)\n",
    "\n",
    "av_pool = AveragePooling2D(pool_size=(3, 3), strides=(1, 1))(inception_5b)\n",
    "reshape_layer = Flatten()(av_pool)\n",
    "dense_layer = Dense(128, name='dense_layer')(reshape_layer)\n",
    "norm_layer = Lambda(lambda  x: K.l2_normalize(x, axis=1), name='norm_layer')(dense_layer)\n",
    "\n",
    "# Final Model\n",
    "model = Model(inputs=[myInput], outputs=norm_layer)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#https://drive.google.com/file/d/1LSe1YCV1x-BfNnfb7DFZTNpv_Q9jITxn/view\n",
    "model.load_weights(\"openface_weights.h5\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Common Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def preprocess_image(image_path):\n",
    "    img = load_img(image_path, target_size=(96, 96))\n",
    "    img = img_to_array(img)\n",
    "    img = np.expand_dims(img, axis=0)\n",
    "    img = preprocess_input(img)\n",
    "    return img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def findCosineDistance(source_representation, test_representation):\n",
    "    a = np.matmul(np.transpose(source_representation), test_representation)\n",
    "    b = np.sum(np.multiply(source_representation, source_representation))\n",
    "    c = np.sum(np.multiply(test_representation, test_representation))\n",
    "    return 1 - (a / (np.sqrt(b) * np.sqrt(c)))\n",
    "\n",
    "def findEuclideanDistance(source_representation, test_representation):\n",
    "    euclidean_distance = source_representation - test_representation\n",
    "    euclidean_distance = np.sum(np.multiply(euclidean_distance, euclidean_distance))\n",
    "    euclidean_distance = np.sqrt(euclidean_distance)\n",
    "    return euclidean_distance\n",
    "\n",
    "\"\"\"def l2_normalize(x):\n",
    "    return x / np.sqrt(np.sum(np.multiply(x, x)))\"\"\"\n",
    "\n",
    "def l2_normalize(x, axis=-1, epsilon=1e-10):\n",
    "    output = x / np.sqrt(np.maximum(np.sum(np.square(x), axis=axis, keepdims=True), epsilon))\n",
    "    return output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def displayImages(path1, path2):\n",
    "    f = plt.figure()\n",
    "    f.add_subplot(1,2, 1)\n",
    "    plt.imshow(image.load_img(path1))\n",
    "    plt.xticks([]); plt.yticks([])\n",
    "    f.add_subplot(1,2, 2)\n",
    "    plt.imshow(image.load_img(path2))\n",
    "    plt.xticks([]); plt.yticks([])\n",
    "    plt.show(block=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Finding Vector Representations / Embeddings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "p1 = 'openface-samples/katy-1.jpg'\n",
    "p2 = 'openface-samples/katy-2.jpg'\n",
    "p3 = 'openface-samples/miley-1.jpg'\n",
    "p4 = 'openface-samples/miley-2.jpg'\n",
    "p5 = 'openface-samples/angelina-1.jpg'\n",
    "p6 = 'openface-samples/angelina-2.jpg'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "img1_representation = model.predict(preprocess_image(p1))[0,:]\n",
    "img2_representation = model.predict(preprocess_image(p2))[0,:]\n",
    "img3_representation = model.predict(preprocess_image(p3))[0,:]\n",
    "img4_representation = model.predict(preprocess_image(p4))[0,:]\n",
    "img5_representation = model.predict(preprocess_image(p5))[0,:]\n",
    "img6_representation = model.predict(preprocess_image(p6))[0,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(128,)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img1_representation.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cosine distance:  0.019822120666503906\n",
      "Euclidean distance:  0.19910881\n",
      "Euclidean distance - l2 form:  0.9999999791895069\n",
      "these are same\n"
     ]
    }
   ],
   "source": [
    "displayImages(p1, p2)\n",
    "print(\"Cosine distance: \",findCosineDistance(img1_representation, img2_representation))\n",
    "print(\"Euclidean distance: \",findEuclideanDistance(img1_representation, img2_representation))\n",
    "print(\"Euclidean distance - l2 form: \",l2_normalize(findEuclideanDistance(img1_representation, img2_representation)))\n",
    "\n",
    "if findCosineDistance(img1_representation, img2_representation) < 0.02:\n",
    "    print(\"these are same\")\n",
    "else:\n",
    "    print(\"these are different\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cosine distance:  0.0255013108253479\n",
      "Euclidean distance:  0.22583763\n",
      "Euclidean distance - l2 form:  0.9999999993469462\n",
      "these are different\n"
     ]
    }
   ],
   "source": [
    "displayImages(p1, p3)\n",
    "print(\"Cosine distance: \",findCosineDistance(img1_representation, img3_representation))\n",
    "print(\"Euclidean distance: \",findEuclideanDistance(img1_representation, img3_representation))\n",
    "print(\"Euclidean distance - l2 form: \",l2_normalize(findEuclideanDistance(img1_representation, img3_representation)))\n",
    "\n",
    "if findCosineDistance(img1_representation, img3_representation) < 0.02:\n",
    "    print(\"these are same\")\n",
    "else:\n",
    "    print(\"these are different\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cosine distance:  0.03243565559387207\n",
      "Euclidean distance:  0.2546986\n",
      "Euclidean distance - l2 form:  1.0000000062622778\n",
      "these are different\n"
     ]
    }
   ],
   "source": [
    "displayImages(p2, p3)\n",
    "print(\"Cosine distance: \",findCosineDistance(img2_representation, img3_representation))\n",
    "print(\"Euclidean distance: \",findEuclideanDistance(img2_representation, img3_representation))\n",
    "print(\"Euclidean distance - l2 form: \",l2_normalize(findEuclideanDistance(img2_representation, img3_representation)))\n",
    "\n",
    "if findCosineDistance(img2_representation, img3_representation) < 0.02:\n",
    "    print(\"these are same\")\n",
    "else:\n",
    "    print(\"these are different\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cosine distance:  0.014958083629608154\n",
      "Euclidean distance:  0.17296319\n",
      "Euclidean distance - l2 form:  0.9999999995739396\n",
      "these are same\n"
     ]
    }
   ],
   "source": [
    "displayImages(p3, p4)\n",
    "print(\"Cosine distance: \",findCosineDistance(img3_representation, img4_representation))\n",
    "print(\"Euclidean distance: \",findEuclideanDistance(img3_representation, img4_representation))\n",
    "print(\"Euclidean distance - l2 form: \",l2_normalize(findEuclideanDistance(img3_representation, img4_representation)))\n",
    "\n",
    "if findCosineDistance(img3_representation, img4_representation) < 0.02:\n",
    "    print(\"these are same\")\n",
    "else:\n",
    "    print(\"these are different\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cosine distance:  0.017569005489349365\n",
      "Euclidean distance:  0.18745168\n",
      "Euclidean distance - l2 form:  1.000000006725014\n",
      "these are same\n"
     ]
    }
   ],
   "source": [
    "displayImages(p5, p6)\n",
    "print(\"Cosine distance: \",findCosineDistance(img5_representation, img6_representation))\n",
    "print(\"Euclidean distance: \",findEuclideanDistance(img5_representation, img6_representation))\n",
    "print(\"Euclidean distance - l2 form: \",l2_normalize(findEuclideanDistance(img5_representation, img6_representation)))\n",
    "\n",
    "if findCosineDistance(img5_representation, img6_representation) < 0.02:\n",
    "    print(\"these are same\")\n",
    "else:\n",
    "    print(\"these are different\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cosine distance:  0.03905010223388672\n",
      "Euclidean distance:  0.27946445\n",
      "Euclidean distance - l2 form:  0.9999999837728721\n",
      "these are different\n"
     ]
    }
   ],
   "source": [
    "displayImages(p1, p5)\n",
    "print(\"Cosine distance: \",findCosineDistance(img1_representation, img5_representation))\n",
    "print(\"Euclidean distance: \",findEuclideanDistance(img1_representation, img5_representation))\n",
    "print(\"Euclidean distance - l2 form: \",l2_normalize(findEuclideanDistance(img1_representation, img5_representation)))\n",
    "\n",
    "if findCosineDistance(img1_representation, img5_representation) < 0.02:\n",
    "    print(\"these are same\")\n",
    "else:\n",
    "    print(\"these are different\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cosine distance:  0.023996949195861816\n",
      "Euclidean distance:  0.21907528\n",
      "Euclidean distance - l2 form:  1.00000000589623\n",
      "these are different\n"
     ]
    }
   ],
   "source": [
    "displayImages(p3, p5)\n",
    "print(\"Cosine distance: \",findCosineDistance(img3_representation, img5_representation))\n",
    "print(\"Euclidean distance: \",findEuclideanDistance(img3_representation, img5_representation))\n",
    "print(\"Euclidean distance - l2 form: \",l2_normalize(findEuclideanDistance(img3_representation, img5_representation)))\n",
    "\n",
    "if findCosineDistance(img3_representation, img5_representation) < 0.02:\n",
    "    print(\"these are same\")\n",
    "else:\n",
    "    print(\"these are different\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cosine distance:  0.02035599946975708\n",
      "Euclidean distance:  0.2017724\n",
      "Euclidean distance - l2 form:  1.000000010522268\n",
      "these are different\n"
     ]
    }
   ],
   "source": [
    "displayImages(p2, p5)\n",
    "print(\"Cosine distance: \",findCosineDistance(img2_representation, img5_representation))\n",
    "print(\"Euclidean distance: \",findEuclideanDistance(img2_representation, img5_representation))\n",
    "print(\"Euclidean distance - l2 form: \",l2_normalize(findEuclideanDistance(img2_representation, img5_representation)))\n",
    "\n",
    "if findCosineDistance(img2_representation, img5_representation) < 0.02:\n",
    "    print(\"these are same\")\n",
    "else:\n",
    "    print(\"these are different\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
